{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "#### 分布图: 密度图/核密度估计\n",
    "- seaborn.kdeplot(): axes-level"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "sns.set(\n",
    "    context='talk',  # paper, notebook, talk, poster\n",
    "    style='darkgrid',  # darkgrid, whitegrid, dark, white, ticks\n",
    "    palette='muted',  # deep,muted,bright,pastel,dark,colorblind,hls,husl,cm\n",
    "    rc={\n",
    "        'figure.figsize': [8, 6]\n",
    "    }\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [
    "df1 = pd.read_csv('./input/athlete_events.csv')\n",
    "df2 = pd.read_csv('./input/noc_regions.csv')\n",
    "df = pd.merge(\n",
    "    df1, df2,\n",
    "    on='NOC',\n",
    "    how='left',\n",
    "    validate='m:1')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 107366 entries, 0 to 271115\n",
      "Data columns (total 17 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   ID      107366 non-null  int64  \n",
      " 1   Name    107366 non-null  object \n",
      " 2   Sex     107366 non-null  object \n",
      " 3   Age     107055 non-null  float64\n",
      " 4   Height  101979 non-null  float64\n",
      " 5   Weight  101762 non-null  float64\n",
      " 6   Team    107366 non-null  object \n",
      " 7   NOC     107366 non-null  object \n",
      " 8   Games   107366 non-null  object \n",
      " 9   Year    107366 non-null  int64  \n",
      " 10  Season  107366 non-null  object \n",
      " 11  City    107366 non-null  object \n",
      " 12  Sport   107366 non-null  object \n",
      " 13  Event   107366 non-null  object \n",
      " 14  Medal   15028 non-null   object \n",
      " 15  region  107205 non-null  object \n",
      " 16  notes   1612 non-null    object \n",
      "dtypes: float64(3), int64(2), object(12)\n",
      "memory usage: 14.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df = df.query('Year>=1984')\n",
    "df = df.drop_duplicates(['ID', 'Games'])\n",
    "df.info()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f882cc67910>"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(\n",
    "    data=df['Age']\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f8818cd7e10>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(\n",
    "    data=df['Age'],\n",
    "    shade=True\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f881aed22d0>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(\n",
    "    data=df.query('Sex==\"M\"')['Age'],\n",
    "    shade=True,\n",
    "    color='b',\n",
    "    label=\"M\"\n",
    ")\n",
    "sns.kdeplot(\n",
    "    data=df.query('Sex==\"F\"')['Age'],\n",
    "    shade=True,\n",
    "    color='r',\n",
    "    label=\"F\"\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f881ae22f10>"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(\n",
    "    data=df.query('Sex==\"F\"')['Age'],\n",
    "    shade=True,\n",
    "    color='r',\n",
    "    label=\"F\",\n",
    "    vertical=True\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.7.6-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}